Some applications of a novel desirability function in simultaneous optimization of multiple responses
In the framework of multi-response optimization techniques, the optimization methodology based on the desirability function is one of the most popular and most frequently used methodologies by researchers and practitioners in engineering, chemistry, technology and many other fields of science and te...
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University of Belgrade - Faculty of Mechanical Engineering, Belgrade
2021
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oai:doaj.org-article:9972706c442f40a18ac3f97ed778d4442021-12-05T21:01:45ZSome applications of a novel desirability function in simultaneous optimization of multiple responses1451-20922406-128X10.5937/fme2103534Mhttps://doaj.org/article/9972706c442f40a18ac3f97ed778d4442021-01-01T00:00:00Zhttps://scindeks-clanci.ceon.rs/data/pdf/1451-2092/2021/1451-20922103534M.pdfhttps://doaj.org/toc/1451-2092https://doaj.org/toc/2406-128XIn the framework of multi-response optimization techniques, the optimization methodology based on the desirability function is one of the most popular and most frequently used methodologies by researchers and practitioners in engineering, chemistry, technology and many other fields of science and technique. Numerous desirability functions have been introduced to improve the performance of this optimization methodology. Recently, a novel desirability function for multi-response optimization is proposed, which is smooth, nonlinear, and differentiable, and thus more suitable for applying some of the more efficient gradient-based optimization methods. This paper evaluates the performance of the proposed method through six real examples. After a comparative analysis of the results, it is shown that the proposed method in a certain measure outperforms the other competitive optimization methods.Marinković VeliborUniversity of Belgrade - Faculty of Mechanical Engineering, Belgradearticledesirability functionmulti-response optimizationdesign of experimentsEngineering (General). Civil engineering (General)TA1-2040Mechanics of engineering. Applied mechanicsTA349-359ENFME Transactions, Vol 49, Iss 3, Pp 534-548 (2021) |
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desirability function multi-response optimization design of experiments Engineering (General). Civil engineering (General) TA1-2040 Mechanics of engineering. Applied mechanics TA349-359 |
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desirability function multi-response optimization design of experiments Engineering (General). Civil engineering (General) TA1-2040 Mechanics of engineering. Applied mechanics TA349-359 Marinković Velibor Some applications of a novel desirability function in simultaneous optimization of multiple responses |
description |
In the framework of multi-response optimization techniques, the optimization methodology based on the desirability function is one of the most popular and most frequently used methodologies by researchers and practitioners in engineering, chemistry, technology and many other fields of science and technique. Numerous desirability functions have been introduced to improve the performance of this optimization methodology. Recently, a novel desirability function for multi-response optimization is proposed, which is smooth, nonlinear, and differentiable, and thus more suitable for applying some of the more efficient gradient-based optimization methods. This paper evaluates the performance of the proposed method through six real examples. After a comparative analysis of the results, it is shown that the proposed method in a certain measure outperforms the other competitive optimization methods. |
format |
article |
author |
Marinković Velibor |
author_facet |
Marinković Velibor |
author_sort |
Marinković Velibor |
title |
Some applications of a novel desirability function in simultaneous optimization of multiple responses |
title_short |
Some applications of a novel desirability function in simultaneous optimization of multiple responses |
title_full |
Some applications of a novel desirability function in simultaneous optimization of multiple responses |
title_fullStr |
Some applications of a novel desirability function in simultaneous optimization of multiple responses |
title_full_unstemmed |
Some applications of a novel desirability function in simultaneous optimization of multiple responses |
title_sort |
some applications of a novel desirability function in simultaneous optimization of multiple responses |
publisher |
University of Belgrade - Faculty of Mechanical Engineering, Belgrade |
publishDate |
2021 |
url |
https://doaj.org/article/9972706c442f40a18ac3f97ed778d444 |
work_keys_str_mv |
AT marinkovicvelibor someapplicationsofanoveldesirabilityfunctioninsimultaneousoptimizationofmultipleresponses |
_version_ |
1718371017160654848 |